{
 "cells": [
  {
   "cell_type": "code",
   "id": "5bbf5a13-4733-4890-b6a7-2e44fb6bdce6",
   "metadata": {
    "tags": [],
    "jupyter": {
     "is_executing": true
    }
   },
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n"
   ],
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "c544b281-ce60-4c25-8754-d0404391ef95",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'4.11.0'"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.getVersionString()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "3377715b-dfaf-4d75-a713-fc18f5ca0cb1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1244d7cef30>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# image 是一个numpy数组 按BGR读取\n",
    "image=cv2.imread('./img/opencv_logo.jpg')\n",
    "# cv2.imshow('image',image)\n",
    "# cv2.waitKey()\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "46d945a4-6399-45cf-884d-1644b12f8d63",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(250, 250, 3)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8f8206ad-73cb-403c-8ec2-7e78befb4c36",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# cv2.imshow('image2',image[100:200,::-1,:])\n",
    "# cv2.waitKey()\n",
    "# 用matplotlib显示是按照RGB顺序显示的, 所以要对图层翻转操作\n",
    "plt.imshow(image[:,:,::-1]) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8210e2dc-9edf-49e6-a051-b09b0095a9e4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(328, 336, 3)\n"
     ]
    }
   ],
   "source": [
    "img2 = cv2.imread('./img/view.jpg')\n",
    "print(img2.shape)\n",
    "img2=img2[10:200,10:200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2424e2ec-7e22-4a90-a9e4-290a682d516a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1244c7371d0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.imshow(img2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c38b6b0f-f42d-40ea-915f-15e920f3e76e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将彩色图转为灰度图\n",
    "gray=cv2.cvtColor(image,cv2.COLOR_BGR2GRAY)\n",
    "cv2.imwrite('./img/view_gray.jpg',gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15f34103-17a4-463f-8bc6-01cf7681ac29",
   "metadata": {},
   "source": [
    "# 提取特征点(转角)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1ef491b4-bcc3-4bd0-bb88-aa056d1dabde",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#最多500个特征点,0.1点的质量,特征点之间的距离大于10个像素\n",
    "corners=cv2.goodFeaturesToTrack(gray,500,0.1,10)  \n",
    "# corners是 ndarray类型的float32数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6d5e4bc2-5d91-4519-a935-d9f70983903c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1244f8e1400>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 在图中标记特征点\n",
    "for corner in corners:\n",
    "    x,y=corner.ravel()\n",
    "    cv2.circle(image,(int(x),int(y)),3,(255,0,255),-1)\n",
    "# cv2.imshow('corners',image)\n",
    "# cv2.waitKey()\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee9d3ae2-037b-40c1-9b72-d554fd7b389d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
